ImmersedPrivacy - Social Context Rating Error (Audio as Text): leaderboard
Metric: Mean absolute error (Tier 2: the model's 1-5 appropriateness rating of each candidate action against the mean human rating; audio replaced by a text description of the soundscape (Tier 2) or the dialogue transcript (Tier 3); lower is better). Source: arxiv.org. Saturation forecast: Around July 2027. 12 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 (2026-03-05) | 1.03 |
| 2 | Gemini 3 Flash (Preview) (Low) | 1.24 |
| 3 | Gemini 3 Flash (Preview) (High) | 1.25 |
| 4 | Qwen 3.5 27B (Thinking) | 1.26 |
| 5 | GPT-4o Mini (2024-07-18) | 1.32 |
| 6 | Gemini 3.1 Pro (Preview) (Low) | 1.37 |
| 7 | Qwen 3.5 27B (Non-reasoning) | 1.39 |
| 8 | Gemini 3.1 Pro (Preview) (High) | 1.44 |
Interactive version: theaggregate.ai/benchmark?slug=immersedprivacy-social-context-rating-error-audio-as-text · How It Works · Data refreshed daily, snapshot 2026-09-26.